Concerning the probabilistic model for the observations in (AS2), this class of models is customary when establishing recovery guarantees of sparse signal reconstruction and low-rank matrix completion in the context of, e.g., compressive sensing [1]}, or even classical demixing of temporal signals [2]}, [3]}.
